ISL Defender Comparative Analysis

Import all required libraries

Import required data

This code is to import and read a csv file stored in your local system

Data Preparation

Explore and prepare your data for the required analysis to be performed. Eg., we are going to analyse goalkeepers, so we need to filter out and remove all the data from positions other than GK.

Slicing and Storing for only Defender data

Pro-tip: It is an expert practice to always use deepcopy to save sliced dataframes in a new variable

Exploration of defender data

Meta-Level information

Basic Statistical exploration

Display all columns

Pro-tip: If all the columns of a datarame are not displayed, use the pandas set_option function to display any number of columns you wish.

Level the playing Field

Normalization of Values

Summary

We have analyzed various aspect for finding best defender among all the parameters that we have sets. important feature selection had done on the data and tackles,interception,clearnance,blocks are very import parameter to decide a best defenders.After this I can say that Ashish rai is front runner in terms of statics and followed by Subhasish Prodyut Bose,Pritam Kotal.